• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

从人类大脑活动模式中解读皮层数量编码。

Deciphering cortical number coding from human brain activity patterns.

机构信息

INSERM U562, F-91191 Gif/Yvette, France.

出版信息

Curr Biol. 2009 Oct 13;19(19):1608-15. doi: 10.1016/j.cub.2009.08.047. Epub 2009 Sep 24.

DOI:10.1016/j.cub.2009.08.047
PMID:19781939
Abstract

BACKGROUND

Neuropsychology and human functional neuroimaging have implicated human parietal cortex in numerical processing, and macaque electrophysiology has shown that intraparietal areas house neurons tuned to numerosity. Yet although the areas responding overall during numerical tasks have been well defined by neuroimaging, a direct demonstration of individual number coding by spatial patterns has thus far been elusive.

RESULTS

We used multivariate pattern recognition on high-resolution functional imaging data to decode the information content of fine-scale signals evoked by different individual numbers. Parietal activation patterns for individual numerosities could be accurately discriminated and generalized across changes in low-level stimulus parameters. Distinct patterns were evoked by symbolic and nonsymbolic number formats, and individual digits were less accurately decoded (albeit still with significant accuracy) than numbers of dots. Interestingly, the numerosity of dot sets could be predicted above chance from the brain activation patterns evoked by digits, but not vice versa. Finally, number-evoked patterns changed in a gradual fashion as a function of numerical distance for the nonsymbolic notation, compatible with some degree of orderly layout of individual number representations.

CONCLUSIONS

Our findings demonstrate partial format invariance of individual number codes that is compatible with more numerous but more broadly tuned populations for nonsymbolic than for symbolic numbers, as postulated by recent computational models. In more general terms, our results illustrate the potential of functional magnetic resonance imaging pattern recognition to understand the detailed format of representations within a single semantic category, and beyond sensory cortical areas for which columnar architectures are well established.

摘要

背景

神经心理学和人类功能神经影像学表明,人类顶叶皮层参与了数字处理,而猕猴电生理学表明,顶内区域中存在对数量敏感的神经元。然而,尽管神经影像学已经明确了在进行数字任务时整体反应的区域,但迄今为止,还难以直接证明空间模式的个体数字编码。

结果

我们使用高分辨率功能成像数据的多元模式识别来解码由不同个体数字引起的精细信号的信息含量。个体数字的顶叶激活模式可以被准确区分,并在低水平刺激参数变化时进行概括。符号和非符号数字格式都能引发不同的模式,并且个体数字的解码精度较低(尽管仍然具有显著的准确性),而点的数量则能更准确地解码。有趣的是,从数字引起的大脑激活模式可以预测点集的数量,而不是相反。最后,非符号表示的数字距离的函数会逐渐改变数量引起的模式,这与个体数字表示的某种有序布局是一致的。

结论

我们的发现表明,个体数字代码具有部分格式不变性,与符号数字相比,非符号数字的个体数字表示具有更多但更广泛的调谐群体,这与最近的计算模型的假设是一致的。更一般地说,我们的结果说明了功能磁共振成像模式识别理解单一语义类别内部表示的详细格式的潜力,以及超越了柱形结构已经确立的感觉皮层区域。

相似文献

1
Deciphering cortical number coding from human brain activity patterns.从人类大脑活动模式中解读皮层数量编码。
Curr Biol. 2009 Oct 13;19(19):1608-15. doi: 10.1016/j.cub.2009.08.047. Epub 2009 Sep 24.
2
A magnitude code common to numerosities and number symbols in human intraparietal cortex.人类顶内沟皮层中数字数量和数字符号共有的量级编码。
Neuron. 2007 Jan 18;53(2):293-305. doi: 10.1016/j.neuron.2006.11.022.
3
Common and segregated neural pathways for the processing of symbolic and nonsymbolic numerical magnitude: an fMRI study.符号和非符号数量加工的共同和分离的神经通路:一项 fMRI 研究。
Neuroimage. 2010 Jan 1;49(1):1006-17. doi: 10.1016/j.neuroimage.2009.07.071. Epub 2009 Aug 7.
4
Visual number beats abstract numerical magnitude: format-dependent representation of Arabic digits and dot patterns in human parietal cortex.视觉数字击败抽象数字大小:人类顶叶皮层中阿拉伯数字和点模式的格式依赖表征
J Cogn Neurosci. 2015 Jul;27(7):1376-87. doi: 10.1162/jocn_a_00787. Epub 2015 Jan 29.
5
Developmental specialization in the right intraparietal sulcus for the abstract representation of numerical magnitude.右顶内沟在数值大小的抽象表示中的发育专业化。
J Cogn Neurosci. 2010 Nov;22(11):2627-37. doi: 10.1162/jocn.2009.21399.
6
Distinct representations of numerical and non-numerical order in the human intraparietal sulcus revealed by multivariate pattern recognition.多变量模式识别揭示人类顶内沟中数值和非数值顺序的不同表示。
Neuroimage. 2011 May 15;56(2):674-80. doi: 10.1016/j.neuroimage.2010.06.035. Epub 2010 Jun 19.
7
Numerical magnitude in the human parietal lobe; tests of representational generality and domain specificity.人类顶叶中的数字大小;表征通用性和领域特异性测试。
Neuron. 2004 Oct 28;44(3):557-69. doi: 10.1016/j.neuron.2004.10.008.
8
Estimation of the effective and functional human cortical connectivity with structural equation modeling and directed transfer function applied to high-resolution EEG.应用结构方程模型和定向传递函数于高分辨率脑电图对人类有效和功能性皮质连接性的估计。
Magn Reson Imaging. 2004 Dec;22(10):1457-70. doi: 10.1016/j.mri.2004.10.006.
9
Mode-dependent and mode-independent representations of numerosity in the right intraparietal sulcus.右顶内沟中数量的模态依赖和模态独立表示。
Neuroimage. 2010 Oct 1;52(4):1677-86. doi: 10.1016/j.neuroimage.2010.04.254. Epub 2010 May 8.
10
Age-related changes in the activation of the intraparietal sulcus during nonsymbolic magnitude processing: an event-related functional magnetic resonance imaging study.非符号数量加工过程中顶内沟激活的年龄相关变化:一项事件相关功能磁共振成像研究。
J Cogn Neurosci. 2006 Nov;18(11):1820-8. doi: 10.1162/jocn.2006.18.11.1820.

引用本文的文献

1
Distinct neural representational geometries of numerosity in early visual and association regions across visual streams.跨视觉流的早期视觉区域和联合区域中数字的不同神经表征几何结构。
Commun Biol. 2025 Jul 9;8(1):1029. doi: 10.1038/s42003-025-08395-z.
2
Developmental Changes in Nonsymbolic and Symbolic Fractions Processing: A Cross-Sectional fMRI Study.非符号与符号分数加工的发展变化:一项横断面功能磁共振成像研究
Dev Sci. 2025 Sep;28(5):e70042. doi: 10.1111/desc.70042.
3
Anodal High-definition Transcranial Direct Current Stimulation Over the Left (but not Right) Parietal Cortex Facilitates Mental Arithmetic.
左侧(而非右侧)顶叶皮层的阳极高清经颅直流电刺激有助于心算。
J Cogn Enhanc. 2025;9(1):51-66. doi: 10.1007/s41465-024-00314-0. Epub 2024 Dec 4.
4
Hierarchical representations of relative numerical magnitudes in the human frontoparietal cortex.人类额顶叶皮层中相对数值大小的分层表征。
Nat Commun. 2025 Jan 6;16(1):419. doi: 10.1038/s41467-024-55599-8.
5
Identifying conceptual neural responses to symbolic numerals.识别符号数字的概念性神经反应。
Proc Biol Sci. 2024 Jun;291(2025):20240589. doi: 10.1098/rspb.2024.0589. Epub 2024 Jun 26.
6
Magnitude shifts spatial attention from left to right in rhesus monkeys as in the human mental number line.在恒河猴中,量级如同在人类心理数字线上一样,将空间注意力从左转移到右。
iScience. 2024 Jan 11;27(2):108866. doi: 10.1016/j.isci.2024.108866. eCollection 2024 Feb 16.
7
Human brain representations of internally generated outcomes of approximate calculation revealed by ultra-high-field brain imaging.超高场脑成像揭示的人类大脑对近似计算内部生成结果的表示。
Nat Commun. 2024 Jan 17;15(1):572. doi: 10.1038/s41467-024-44810-5.
8
Inter-individual, hemispheric and sex variability of brain activations during numerosity processing.个体间、半球间和性别间在数量加工过程中的大脑激活的可变性。
Brain Struct Funct. 2024 Mar;229(2):459-475. doi: 10.1007/s00429-023-02747-3. Epub 2024 Jan 10.
9
Brain-imaging evidence for compression of binary sound sequences in human memory.人脑记忆中对二进制声音序列压缩的脑成像证据。
Elife. 2023 Nov 1;12:e84376. doi: 10.7554/eLife.84376.
10
Structural brain changes in emotion recognition across the adult lifespan.成人寿命中情绪识别的大脑结构变化。
Soc Cogn Affect Neurosci. 2023 Oct 31;18(1). doi: 10.1093/scan/nsad052.